We can categorize diarization methods based on whether or not they can assign overlapping speaker segments. Clustering-based diarization [1]}, [2]}, [3]} is inherently single-speaker, while models such as region proposal networks (RPN) [4]} naturally handle overlapping speech. To examine the effect of these different systems for i-vector initialization, we selected the following models.
